Penalty parameter selection and asymmetry corrections to Laplace approximations in Bayesian P-splines models

Philippe Lambert, Oswaldo Gressani

Laplacian-P-splines (LPS) associate the P-splines smoother and the Laplace approximation in a unifying framework for fast and flexible inference under the Bayesian paradigm. Gaussi…